{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 18,
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "df = pd.read_csv(r'D:\\class01\\HIS\\salaries_cyber.csv', delimiter=',', header=0)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "总共有 1247 行数据\n",
      "总共有 11 列数据\n"
     ]
    }
   ],
   "source": [
    "# 统计行数\n",
    "num_rows = df.shape[0]\n",
    "num_lies=df.shape[1]\n",
    "# 打印行数\n",
    "print(\"总共有 %d 行数据\" % num_rows)\n",
    "print(\"总共有 %d 列数据\" % num_lies)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CSV文件中没有缺失值\n"
     ]
    }
   ],
   "source": [
    "# 检测缺失值\n",
    "null_data = df.isnull().sum().sum()\n",
    "\n",
    "if null_data == 0:\n",
    "    print(\"CSV文件中没有缺失值\")\n",
    "else:\n",
    "    print(\"CSV文件中共有 %d 个缺失值\" % null_data)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "第work_year列共有 3 种类别\n",
      "第experience_level列共有 4 种类别\n",
      "第employment_type列共有 4 种类别\n",
      "第job_title列共有 87 种类别\n",
      "第salary_currency列共有 21 种类别\n",
      "第employee_residence列共有 58 种类别\n",
      "第company_location列共有 55 种类别\n",
      "第company_size列共有 3 种类别\n"
     ]
    }
   ],
   "source": [
    "# 统计类别数目\n",
    "y_list = [\"work_year\",\"experience_level\",\"employment_type\",\"job_title\",\"salary_currency\",\"employee_residence\",\"company_location\",\"company_size\"]\n",
    "# 打印类别数目\n",
    "for i in range(len(y_list)):\n",
    "    num_categories = df[y_list[i]].nunique()\n",
    "    print('第'+y_list[i]+'列共有 %d 种类别' % num_categories)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "outputs": [
    {
     "data": {
      "text/plain": "Text(0.5, 1.0, '第6列数据频数直方图')"
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\ananaconda\\envs\\pytorch\\lib\\site-packages\\IPython\\core\\events.py:89: UserWarning: Glyph 39057 (\\N{CJK UNIFIED IDEOGRAPH-9891}) missing from current font.\n",
      "  func(*args, **kwargs)\n",
      "D:\\ananaconda\\envs\\pytorch\\lib\\site-packages\\IPython\\core\\events.py:89: UserWarning: Glyph 25968 (\\N{CJK UNIFIED IDEOGRAPH-6570}) missing from current font.\n",
      "  func(*args, **kwargs)\n",
      "D:\\ananaconda\\envs\\pytorch\\lib\\site-packages\\IPython\\core\\events.py:89: UserWarning: Glyph 31532 (\\N{CJK UNIFIED IDEOGRAPH-7B2C}) missing from current font.\n",
      "  func(*args, **kwargs)\n",
      "D:\\ananaconda\\envs\\pytorch\\lib\\site-packages\\IPython\\core\\events.py:89: UserWarning: Glyph 21015 (\\N{CJK UNIFIED IDEOGRAPH-5217}) missing from current font.\n",
      "  func(*args, **kwargs)\n",
      "D:\\ananaconda\\envs\\pytorch\\lib\\site-packages\\IPython\\core\\events.py:89: UserWarning: Glyph 25454 (\\N{CJK UNIFIED IDEOGRAPH-636E}) missing from current font.\n",
      "  func(*args, **kwargs)\n",
      "D:\\ananaconda\\envs\\pytorch\\lib\\site-packages\\IPython\\core\\events.py:89: UserWarning: Glyph 30452 (\\N{CJK UNIFIED IDEOGRAPH-76F4}) missing from current font.\n",
      "  func(*args, **kwargs)\n",
      "D:\\ananaconda\\envs\\pytorch\\lib\\site-packages\\IPython\\core\\events.py:89: UserWarning: Glyph 26041 (\\N{CJK UNIFIED IDEOGRAPH-65B9}) missing from current font.\n",
      "  func(*args, **kwargs)\n",
      "D:\\ananaconda\\envs\\pytorch\\lib\\site-packages\\IPython\\core\\events.py:89: UserWarning: Glyph 22270 (\\N{CJK UNIFIED IDEOGRAPH-56FE}) missing from current font.\n",
      "  func(*args, **kwargs)\n",
      "D:\\ananaconda\\envs\\pytorch\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 39057 (\\N{CJK UNIFIED IDEOGRAPH-9891}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "D:\\ananaconda\\envs\\pytorch\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 25968 (\\N{CJK UNIFIED IDEOGRAPH-6570}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "D:\\ananaconda\\envs\\pytorch\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 31532 (\\N{CJK UNIFIED IDEOGRAPH-7B2C}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "D:\\ananaconda\\envs\\pytorch\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 21015 (\\N{CJK UNIFIED IDEOGRAPH-5217}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "D:\\ananaconda\\envs\\pytorch\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 25454 (\\N{CJK UNIFIED IDEOGRAPH-636E}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "D:\\ananaconda\\envs\\pytorch\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 30452 (\\N{CJK UNIFIED IDEOGRAPH-76F4}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "D:\\ananaconda\\envs\\pytorch\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 26041 (\\N{CJK UNIFIED IDEOGRAPH-65B9}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "D:\\ananaconda\\envs\\pytorch\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 22270 (\\N{CJK UNIFIED IDEOGRAPH-56FE}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    " # 选择第6列数据\n",
    " col6 = df.iloc[:, 6]\n",
    "\n",
    " # 绘制直方图\n",
    " plt.hist(col6, bins=50, density=True)\n",
    " plt.xlabel('第6列数据')\n",
    " plt.ylabel('频数')\n",
    " plt.title('第6列数据频数直方图')\n"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "outputs": [
    {
     "data": {
      "text/plain": "Text(0.5, 1.0, 'PIC')"
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "grouped_data = df.groupby(df.iloc[:, 1])\n",
    "salaries = [group[1]['salary_in_usd'] for group in grouped_data]\n",
    "\n",
    "plt.boxplot(salaries, labels=grouped_data.groups.keys())\n",
    "plt.xlabel('work_exp')\n",
    "plt.ylabel('money')\n",
    "plt.title('PIC')"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "outputs": [
    {
     "data": {
      "text/plain": "Text(0.5, 1.0, 'PIC')"
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "grouped_data = df.groupby(df.iloc[:, 10])\n",
    "salaries = [group[1]['salary_in_usd'] for group in grouped_data]\n",
    "\n",
    "plt.boxplot(salaries, labels=grouped_data.groups.keys())\n",
    "plt.xlabel('work_exp')\n",
    "plt.ylabel('money')\n",
    "plt.title('PIC')"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 800x1200 with 3 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "experience_freq = df.iloc[:, 1].value_counts()\n",
    "company_size_freq = df.iloc[:, 10].value_counts()\n",
    "employment_type_freq = df.iloc[:, 2].value_counts()\n",
    "\n",
    "fig, axes = plt.subplots(3, 1, figsize=(8, 12))\n",
    "\n",
    "axes[0].bar(experience_freq.index, experience_freq.values)\n",
    "axes[0].set_xlabel('Experience Level')\n",
    "axes[0].set_ylabel('Frequency')\n",
    "axes[0].set_title('Experience Level Frequency')\n",
    "\n",
    "axes[1].bar(company_size_freq.index, company_size_freq.values)\n",
    "axes[1].set_xlabel('Company Size')\n",
    "axes[1].set_ylabel('Frequency')\n",
    "axes[1].set_title('Company Size Frequency')\n",
    "\n",
    "axes[2].bar(employment_type_freq.index, employment_type_freq.values)\n",
    "axes[2].set_xlabel('Employment Type')\n",
    "axes[2].set_ylabel('Frequency')\n",
    "axes[2].set_title('Employment Type Frequency')\n",
    "\n",
    "plt.tight_layout()"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Aiomi\\AppData\\Local\\Temp\\ipykernel_2056\\2019716458.py:2: FutureWarning: The default value of numeric_only in DataFrame.corr is deprecated. In a future version, it will default to False. Select only valid columns or specify the value of numeric_only to silence this warning.\n",
      "  corr_matrix = df.corr()\n"
     ]
    },
    {
     "data": {
      "text/plain": "Text(0.5, 1.0, 'Correlation Heatmap')"
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x800 with 2 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "corr_matrix = df.corr()\n",
    "\n",
    "plt.figure(figsize=(10, 8))\n",
    "sns.heatmap(corr_matrix, annot=True, cmap='coolwarm')\n",
    "plt.title('Correlation Heatmap')"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "outputs": [
    {
     "data": {
      "text/plain": "Text(0.5, 1.0, 'Scatter Plot: Company Location vs. Salary (2022)')"
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = pd.read_csv(r'D:\\class01\\HIS\\salaries_cyber.csv', delimiter=',', header=0)\n",
    "data_2020 = data[data['work_year'] == 2020]\n",
    "\n",
    "company_location = data_2020.iloc[:, 9]\n",
    "salary_in_usd = data_2020.iloc[:, 6]\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(company_location, salary_in_usd)\n",
    "plt.xlabel('Company Location')\n",
    "plt.ylabel('Salary (USD)')\n",
    "plt.title('Scatter Plot: Company Location vs. Salary (2020)')\n",
    "\n",
    "data_2021 = data[data['work_year'] == 2021]\n",
    "\n",
    "company_location = data_2021.iloc[:, 9]\n",
    "salary_in_usd = data_2021.iloc[:, 6]\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(company_location, salary_in_usd)\n",
    "plt.xlabel('Company Location')\n",
    "plt.ylabel('Salary (USD)')\n",
    "plt.title('Scatter Plot: Company Location vs. Salary (2021)')\n",
    "\n",
    "data_2022 = data[data['work_year'] == 2022]\n",
    "\n",
    "company_location = data_2022.iloc[:, 9]\n",
    "salary_in_usd = data_2022.iloc[:, 6]\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(company_location, salary_in_usd)\n",
    "plt.xlabel('Company Location')\n",
    "plt.ylabel('Salary (USD)')\n",
    "plt.title('Scatter Plot: Company Location vs. Salary (2022)')\n"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
